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A Kalman filter for linear systems driven by time-space Brownian sheet
KTH, School of Engineering Sciences (SCI), Mathematics (Dept.), Mathematics (Div.).ORCID iD: 0000-0003-1662-0215
Department of Mathematics, University of Oslo, Oslo, Norway.
Department of Mathematics, University of Oslo, Oslo, Norway.
Department of Mathematics, University of Oslo, Oslo, Norway; Department of Mathematical Analysis and Probability Theory, Igor Sikorsky Kyiv Polytechnic Institute, Kyiv, Ukraine.
2025 (English)In: Stochastics: An International Journal of Probablitiy and Stochastic Processes, ISSN 1744-2508, E-ISSN 1744-2516, p. 1-22Article in journal (Refereed) Published
Abstract [en]

We study a linear filtering problem where the signal and observation processes are described as solutions of linear stochastic differential equations driven by time-space Brownian sheets. We derive a stochastic integral equation for the conditional value of the signal given the observation. This can be considered a time-space analogue of the classical Kalman filter. The result is illustrated with examples of the filtering problem involving noisy observations of a constant and noisy observations of the Brownian sheet.

Place, publisher, year, edition, pages
Informa UK Limited , 2025. p. 1-22
Keywords [en]
conditional expectation, Filtering, Kalman type filter, linear stochastic differential equations, Riccati equation, time-space Brownian sheets
National Category
Probability Theory and Statistics Control Engineering
Identifiers
URN: urn:nbn:se:kth:diva-370092DOI: 10.1080/17442508.2025.2541059ISI: 001562623800001Scopus ID: 2-s2.0-105015207656OAI: oai:DiVA.org:kth-370092DiVA, id: diva2:1999267
Note

QC 20250919

Available from: 2025-09-19 Created: 2025-09-19 Last updated: 2025-09-19Bibliographically approved

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